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Visual Question Answering on GQA (test)

89.3Accuracy

Humans

Updated 3d ago

Evaluation Results

Method
Humans 2020.04	89.3	91.2	87.4	-	-	-	-
Kakao* 2019.07	73.33	-	-	-	-	-	-
270 2019.07	70.23	-	-	-	-	-	-
NSM 2019.07	67.25	-	-	-	-	-	-
LLaVA-13B 2024.05	67.1	-	-	-	-	-	-
Dense Connector 2024.05	66.6	-	-	-	-	-	-
LLaVA-NeXT 2024.05	65.4	-	-	-	-	-	-
Dense Connector 2024.05	65.4	-	-	-	-	-	-
Dense Connector 2024.05	65.1	-	-	-	-	-	-
LLaMA-VID 2024.05	65	-	-	-	-	-	-
MATA 2026.01	64.9	-	-	-	-	-	-
ShareGPT4V 2024.05	64.8	-	-	-	-	-	-
MATA 2026.01	64.7	-	-	-	-	-	-
MobileVLM V2 2024.05	64.6	-	-	-	-	-	-
Dense Connector 2024.05	64.6	-	-	-	-	-	-
Dense Connector 2024.05	64.4	-	-	-	-	-	-
Dense Connector 2024.05	64.3	-	-	-	-	-	-
LLaVA-NeXT-7B 2025.09	64.2	-	-	-	-	-	-
Finetuned mPLUG-Owl 2023.06	64	-	-	-	-	-	-
Dense Connector 2024.05	64	-	-	-	-	-	-
Dense Connector 2024.05	63.9	-	-	-	-	-	-
Dense Connector 2024.05	63.9	-	-	-	-	-	-
InternVL3.5 2026.01	63.8	-	-	-	-	-	-
LLaVA-LLaMA3 2024.05	63.5	-	-	-	-	-	-
Mini-Gemini 2024.05	63.4	-	-	-	-	-	-
LOVA³-7B 2024.05	63.4	-	-	-	-	-	-
LLaVA-v1.5 2024.05	63.3	-	-	-	-	-	-
VILA 2024.05	63.3	-	-	-	-	-	-
NSM 2020.04	63.2	78.9	49.3	-	-	-	-
CuMo 2024.05	63.2	-	-	-	-	-	-
LXRT 2019.07	62.71	-	-	-	-	-	-
Qwen2.5-VL 2026.01	62.4	-	-	-	-	-	-
InternVL3 2026.01	62.4	-	-	-	-	-	-
IVM-Enhanced LLaVA-7B 2024.05	62.2	-	-	-	-	-	-
ZOO-Prune 2025.09	62.19	-	-	-	-	-	-
InstructBLIP 2023.06	62	-	-	-	-	-	-
LLaVA-7B 2024.05	62	-	-	-	-	-	-
LLaVA-1.5 2024.05	62	-	-	-	-	-	-
DivPrune 2025.09	61.58	-	-	-	-	-	-
Dense Connector 2024.05	61.5	-	-	-	-	-	-
InternVL2.5 2026.01	61.5	-	-	-	-	-	-
TinyLLaVA 2024.05	61.3	-	-	-	-	-	-
VisionZip 2025.09	61.3	-	-	-	-	-	-
GRN 2019.07	61.22	-	-	-	-	-	-
IPCV+FastV 2025.12	61.2	-	-	-	-	89.9	0.644
MobileVLM V2 2024.05	61.1	-	-	-	-	-	-
MSM 2019.07	61.09	-	-	-	-	-	-
ZOO-Prune 2025.09	60.97	-	-	-	-	-	-
DREAM 2019.07	60.93	-	-	-	-	-	-
SK T-Brain* 2019.07	60.87	-	-	-	-	-	-
Vanilla 2025.12	60.8	-	-	-	-	100	1
DART (ViT) 2025.12	60.8	-	-	-	-	88.1	0.639
PKU 2019.07	60.79	-	-	-	-	-	-
SparseVLM 2025.09	60.3	-	-	-	-	-	-
ToMe 2025.12	60.2	-	-	-	-	82.7	0.617
Finetuned mPLUG-Owl (Pseudo Instruction) 2023.06	60	-	-	-	-	-	-
Task Arithmetic 2025.03	59.98	-	-	-	-	-	-
AdaMMS 2025.03	59.96	-	-	-	-	-	-
Musan 2019.07	59.93	-	-	-	-	-	-
MetaGPT 2025.03	59.93	-	-	-	-	-	-
ZOO-Prune 2025.09	59.93	-	-	-	-	-	-
ToFu 2025.12	59.8	-	-	-	-	83.4	0.619
DivPrune 2025.09	59.63	-	-	-	-	-	-
CogVLM(base) 2025.03	59.43	-	-	-	-	-	-
VisionZip 2025.09	59.3	-	-	-	-	-	-
DARE-Linear 2025.03	58.8	-	-	-	-	-	-
GPT-4o-2024-05-13 2026.01	58.5	-	-	-	-	-	-
LOVA³-1.5B 2024.05	58.4	-	-	-	-	-	-
Qwen-7B 2024.05	58.3	-	-	-	-	-	-
DivPrune 2025.09	57.79	-	-	-	-	-	-
SparseVLM 2025.09	57.7	-	-	-	-	-	-
Qwen-VL-Chat 2024.05	57.5	-	-	-	-	-	-
MoVie 2020.04	57.1	73.5	42.7	-	-	-	-
LISA-Enhanced LLaVA-7B 2024.05	56.6	-	-	-	-	-	-
mPLUG-Owl2 2025.03	56.11	-	-	-	-	-	-
single-hop + LCGN 2019.05	56.1	-	-	-	-	-	-
mPLUG-Owl2 2024.05	56.1	-	-	-	-	-	-
LLaVA-Phi-1.5 2024.05	56.1	-	-	-	-	-	-
DARE-Ties 2025.03	55.54	-	-	-	-	-	-
VisionZip 2025.09	55.5	-	-	-	-	-	-
single-hop 2019.05	54.4	-	-	-	-	-	-
MAC 2019.05	54.1	-	-	-	-	-	-
MAC 2020.04	54.1	71.2	38.9	-	-	-	-
FastV 2025.12	54	-	-	-	-	78.6	0.707
HYDRA 2026.01	52.8	-	-	-	-	-	-
Ties-Merging 2025.03	52.66	-	-	-	-	-	-
DART 2025.12	51.7	-	-	-	-	73.6	0.715
Qwen3-VL 2026.01	51.6	-	-	-	-	-	-
VisRep 2026.01	51.4	-	-	-	-	-	-
SparseVLM 2025.12	51.4	-	-	-	-	75.1	0.734
SparseVLM 2025.09	51.2	-	-	-	-	-	-
Otter 2026.01	50	-	-	-	-	-	-
Bottom-Up 2019.05	49.7	-	-	-	-	-	-
BottomUp 2020.04	49.7	66.6	34.8	-	-	-	-
InstructBLIP 2024.05	49.5	-	-	-	-	-	-
InstructBLIP 2026.01	49.5	-	-	-	-	-	-
LLaVA 2023.06	47	-	-	-	-	-	-
CNN+LSTM 2019.05	46.6	-	-	-	-	-	-
CNN+LSTM 2020.04	46.6	63.3	31.8	-	-	-	-
BLIP-2 2026.01	45.5	-	-	-	-	-	-

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